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NeuronFeed

AI Agent Readiness Leaderboard

Which AI tools actually work with AI-agent workflows? We score every tool on 6 dimensions: MCP endpoint, public API, webhooks, developer docs, SDKs, and auth. Total out of 100. Automated weekly rechecks keep the scores current.

Scored
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1801 · Thena
    10Agent
  2. #1802 · Aquant
    10Agent
  3. #1803 · Take2
    10Agent
  4. #1804 · Tezi
    10Agent
  5. #1805 · Deepull
    10Agent
  6. #1806 · Topview
    10Agent
  7. #1807 · Tensorlake
    10Agent
  8. #1808 · Terminal Industries
    10Agent
  9. #1809 · Sand AI
    10Agent
  10. #1810 · Toolpath
    10Agent
  11. #1811 · Basata

    AI that automates referrals, scheduling, and patient intake for specialty practices

    10Agent
  12. #1812 · Worktrace AI

    AI that finds and ranks automation opportunities in your workflows

    10Agent
  13. #1813 · Precision AI

    Autonomous drone swarms for plant-by-plant precision agriculture

    10Agent
  14. #1814 · Donut Labs

    The agentic crypto browser that automates on-chain trading

    10Agent
  15. #1815 · Littlebird

    Full-context AI assistant that understands your screen and meetings

    10Agent
  16. #1816 · Liminal

    AI tools that turn building your own RPG into a game

    10Agent
  17. #1817 · Comp

    AI-native HR platform for compensation, recruiting and performance

    10Agent
  18. #1818 · Neurophos

    Metasurface optical processors for exaflop-scale AI inference

    10Agent
  19. #1819 · Posha

    AI-powered countertop kitchen robot that cooks home meals automatically

    10Agent
  20. #1820 · Contoro Robotics

    AI-powered robots for autonomous trailer and container unloading

    10Agent
  21. #1821 · Renewable Metals
    10Agent
  22. #1822 · Nullify
    10Agent
  23. #1823 · Maket
    10Agent
  24. #1824 · MiChamba
    10Agent

FAQ

›What is MCP?

Model Context Protocol — a standard introduced by Anthropic for AI agents to call external tools. Tools that ship MCP endpoints can be used by Claude, ChatGPT Desktop, Cursor, and others without custom plumbing.

›How is the agent-readiness score calculated?

Each tool gets 0-100 across 6 dimensions: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›How often are tools rechecked?

Daily for new tools, weekly for the existing leaderboard. Drift in MCP/API surface area is flagged for editorial review before the score updates.

›What counts as agent-ready?

We consider a tool agent-ready if it has at least 3 of: MCP endpoint, public API, webhooks, OAuth2, an SDK, and good docs. Score 60+ generally means an agent can integrate without source-code-level access.

›Why are some tools missing?

We score every published startup in the directory. Stealth-mode and pre-launch tools aren’t scored until they ship a public product.